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gwern comments on After Go, what games should be next for DeepMind? - Less Wrong Discussion
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What about chess? See if a DNN based AI beats a conventional chess AI running on the same processor power. Many people are interested in chess, and if it could push forwards chess theory, then that would be very interesting.
http://arxiv.org/abs/1509.01549 is relevant.